{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "284fe3d8-5290-4a75-9e3e-2df3bf60e4ae",
   "metadata": {},
   "source": [
    "池化层"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8d151c9d-7fcd-4fb3-8146-98507d49172b",
   "metadata": {},
   "source": [
    "在实际图像里，感兴趣的物体不会总出现在固定位置，即便连续拍摄同一个物体也极有可能出现像素位置上的偏移。会导致同一个边缘对应的输出可能出现在卷积输出中的不同位置，进而对后面的模式识别造成不便。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "89ac83b3-5b6a-423c-bfd7-35f9fcda57f3",
   "metadata": {},
   "source": [
    "池化层可以缓解卷积层对位置的过度敏感"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d9d991ec-93d6-4a77-84ea-f29814d95642",
   "metadata": {},
   "source": [
    "1.1二维最大池化层和平均池化层"
   ]
  },
  {
   "attachments": {
    "e031ed80-a75f-42cd-898a-4cf21447ae44.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "6a191c8c-7e5f-4726-9818-ed1376ce9d44",
   "metadata": {},
   "source": [
    "池化层每次对输入数据有一个固定形状的窗口（池化窗口），中的元素计算输出。但是池化层直接计算池化窗口内元素的最大值或者平均值。该运算也叫做最大池化或平均池化。在二维池化中，池化窗口从输入数组的最左上方开始，根据从左到右、从上到下的顺序，一次在输入数组上滑动。\n",
    "![image.png](attachment:e031ed80-a75f-42cd-898a-4cf21447ae44.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "94d74552-f1c6-4a19-b5f2-b079b154d443",
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "from torch import nn\n",
    "def pool2d(X, pool_size, mode='max'):\n",
    "    X = X.float()\n",
    "    p_h, p_w = pool_size\n",
    "    Y = torch.zeros(X.shape[0] - p_h + 1, X.shape[1] - p_w + 1)\n",
    "    for i in range(Y.shape[0]):\n",
    "        for j in range(Y.shape[1]):\n",
    "            if mode == 'max':\n",
    "                Y[i, j] = X[i: i + p_h, j: j + p_w].max()\n",
    "            elif mode == 'avg':\n",
    "                Y[i, j] = X[i: i + p_h, j: j + p_w].mean() \n",
    "    return Y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "cb8e6474-0ed4-4345-9a33-d16e64b8fe08",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([[4., 5.],\n",
       "        [7., 8.]])"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X = torch.tensor([[0, 1, 2], [3, 4, 5], [6, 7, 8]])\n",
    "pool2d(X, (2, 2))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "85e1ea79-1f5d-4ccd-a2f8-c6db0787aa6b",
   "metadata": {},
   "source": [
    "1.2填充和步幅"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "1b07a87f-c572-483a-b131-fb8ad3d6529e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([[[[ 0.,  1.,  2.,  3.],\n",
       "          [ 4.,  5.,  6.,  7.],\n",
       "          [ 8.,  9., 10., 11.],\n",
       "          [12., 13., 14., 15.]]]])"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X = torch.arange(16, dtype=torch.float).view((1, 1, 4, 4))\n",
    "X"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "34405b50-dec2-4a71-9225-6e0634fe5caf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([[[[10.]]]])"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pool2d = nn.MaxPool2d(3)\n",
    "pool2d(X) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "b0dd9f36-397a-40a1-900b-9b0a3cde2f8e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([[[[ 5.,  7.],\n",
       "          [13., 15.]]]])"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#可以手动指定步幅和填充\n",
    "pool2d = nn.MaxPool2d(3, padding=1, stride=2)\n",
    "pool2d(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "0ee4b947-44c5-4385-b4dc-a51545a220ce",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([[[[ 1.,  3.],\n",
       "          [ 9., 11.],\n",
       "          [13., 15.]]]])"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pool2d = nn.MaxPool2d((2, 4), padding=(1, 2), stride=(2, 3))\n",
    "pool2d(X)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "755c826a-42e2-409b-94fe-b0f8ec5e6979",
   "metadata": {},
   "source": [
    "1.3多通道"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "0963425a-167c-42a5-b524-071501350346",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([[[[ 0.,  1.,  2.,  3.],\n",
       "          [ 4.,  5.,  6.,  7.],\n",
       "          [ 8.,  9., 10., 11.],\n",
       "          [12., 13., 14., 15.]],\n",
       "\n",
       "         [[ 1.,  2.,  3.,  4.],\n",
       "          [ 5.,  6.,  7.,  8.],\n",
       "          [ 9., 10., 11., 12.],\n",
       "          [13., 14., 15., 16.]]]])"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X = torch.cat((X, X + 1), dim=1)\n",
    "X"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d3c4094d-114a-4e4c-a255-6a5405ddfaa6",
   "metadata": {},
   "source": [
    "在处理多通道输入数据时，池化层对每个输入通道分别池化，而不是像卷积层那样将各个通道的输入按通道相加。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "810897d0-25ed-46bc-afbc-9b5873ef9eab",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([[[[ 5.,  7.],\n",
       "          [13., 15.]],\n",
       "\n",
       "         [[ 6.,  8.],\n",
       "          [14., 16.]]]])"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pool2d = nn.MaxPool2d(3, padding=1, stride=2)\n",
    "pool2d(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "47ef3144-e1f0-4daf-85a2-20cb7cb4d78e",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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